The Canadian Rangers: Cornerstone for Community Disaster Resilience in Canada’s Remote and Isolated Communities
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The Canadian Rangers are Canadian Armed Forces Reservists who serve in remote, isolated, northern, and coastal communities. Due to their presence, capabilities, and the relationships they enjoy with(in) their communities, Rangers regularly support other government agencies in preparing for, responding to, and recovering from a broad spectrum of local emergency and disaster scenarios. Drawing upon government and media reports, focus groups, and interviews with serving members, and a broader literature review, this article explains and assesses, using a wide range of case studies from across Canada, how the Rangers strengthen the disaster resilience of their communities. Our findings also suggest ways to enhance the Rangers’ functional capabilities in light of climate and environmental changes that portend more frequent and severe emergencies and disasters. It also argues that the organization can serve as a model for how targeted government investment in a local volunteer force can build resilience in similar remote and isolated jurisdictions, particularly in Greenland and Alaska.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it